Journal of Orthopaedic Surgery and Research

Table 1 Performance metrics of different classifiers in the training set

From: Application of machine learning-based multi-sequence MRI radiomics in diagnosing anterior cruciate ligament tears

Classifier	AUC	Accuracy	Sensitivity	Specificity	PPV	NPV	Recall	F1 score
LR	0.920	0.885	0.831	0.913	0.831	0.913	0.831	0.831
SVM	0.973	0.933	0.930	0.935	0.880	0.963	0.930	0.904
KNN	0.920	0.857	0.782	0.895	0.793	0.889	0.782	0.787
LightGBM	0.982	0.928	0.930	0.928	0.868	0.962	0.930	0.898
MLP	0.970	0.919	0.908	0.924	0.860	0.952	0.908	0.884

The bold values are the optimal values of each quantitative indicator

Back to article page

ISSN: 1749-799X

Contact us

Submission enquiries: journalsubmissions@springernature.com